Triple

T6803196
Position Surface form Disambiguated ID Type / Status
Subject Lightweight Fighter program E156235 entity
Predicate influencedBy P9 FINISHED
Object Boyd energy-maneuverability theory
Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
E620241 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Boyd energy-maneuverability theory | Statement: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Boyd energy-maneuverability theory
Context triple: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
  • A. Maneuvering Characteristics Augmentation System
    The Maneuvering Characteristics Augmentation System (MCAS) is an automated flight-control feature on Boeing 737 MAX aircraft designed to adjust the aircraft’s pitch based on sensor inputs, and it became widely known after its role in two fatal crashes led to the global grounding of the MAX fleet.
  • B. Missiles and Fire Control
    Missiles and Fire Control is a major Lockheed Martin business unit specializing in advanced missile systems, fire control solutions, and related defense technologies for military and aerospace applications.
  • C. Journal of Guidance, Control, and Dynamics
    The Journal of Guidance, Control, and Dynamics is a peer-reviewed scientific journal that publishes research on the theory and application of guidance, navigation, and control in aerospace and related fields.
  • D. Joint Unmanned Combat Air Systems
    Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
  • E. J. Aircraft
    J. Aircraft is the standard abbreviation for the Journal of Aircraft, a peer-reviewed scholarly journal focusing on research in aeronautics and aerospace engineering.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Boyd energy-maneuverability theory
Triple: [Lightweight Fighter program, influencedBy, Boyd energy-maneuverability theory]
Generated description
Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Boyd energy-maneuverability theory
Target entity description: Boyd energy-maneuverability theory is a fighter aircraft performance framework developed by U.S. Air Force Colonel John Boyd that uses energy concepts to analyze and optimize an aircraft’s maneuverability and combat effectiveness.
  • A. Maneuvering Characteristics Augmentation System
    The Maneuvering Characteristics Augmentation System (MCAS) is an automated flight-control feature on Boeing 737 MAX aircraft designed to adjust the aircraft’s pitch based on sensor inputs, and it became widely known after its role in two fatal crashes led to the global grounding of the MAX fleet.
  • B. Missiles and Fire Control
    Missiles and Fire Control is a major Lockheed Martin business unit specializing in advanced missile systems, fire control solutions, and related defense technologies for military and aerospace applications.
  • C. Journal of Guidance, Control, and Dynamics
    The Journal of Guidance, Control, and Dynamics is a peer-reviewed scientific journal that publishes research on the theory and application of guidance, navigation, and control in aerospace and related fields.
  • D. Joint Unmanned Combat Air Systems
    Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
  • E. J. Aircraft
    J. Aircraft is the standard abbreviation for the Journal of Aircraft, a peer-reviewed scholarly journal focusing on research in aeronautics and aerospace engineering.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69c68826e6a48190a3d220b541e639de completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d2e8d7888190a837620967a150e3 completed March 27, 2026, 6:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69c71a9da0ac8190878799d4780f9b28 completed March 28, 2026, 12:02 a.m.
NEDg Description generation batch_69c71b88b27c8190b803f0e9f6402c44 completed March 28, 2026, 12:06 a.m.
NED2 Entity disambiguation (via description) batch_69c71c95299c8190b149082ede7da88c completed March 28, 2026, 12:11 a.m.
Created at: March 27, 2026, 2:16 p.m.